{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,18]],"date-time":"2026-05-18T19:11:33Z","timestamp":1779131493824,"version":"3.51.4"},"reference-count":132,"publisher":"SAGE Publications","issue":"2","license":[{"start":{"date-parts":[[2024,5,13]],"date-time":"2024-05-13T00:00:00Z","timestamp":1715558400000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Big Data &amp; Society"],"published-print":{"date-parts":[[2024,6]]},"abstract":"<jats:p>The paper explores the potential of big data analytics for researching anti-immigrant discourse. We emphasize contextualization as an essential element of research and follow a hybrid approach inspired by best practices of computational content analysis, combining human hermeneutic expertise with supervised machine learning to classify a corpus of comments in online news communities in Singapore over 6 months ( N\u2009=\u2009399,225). The paper highlights how big data analytics can provide a nuanced and critical apprehension of immigrant-related discourse in large social media datasets.<\/jats:p>","DOI":"10.1177\/20539517241249432","type":"journal-article","created":{"date-parts":[[2024,5,13]],"date-time":"2024-05-13T03:52:30Z","timestamp":1715572350000},"update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":2,"title":["Is it about \u201cthem\u201d? leveraging big data research to understand  anti-immigrant discourse"],"prefix":"10.1177","volume":"11","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2100-760X","authenticated-orcid":false,"given":"Claire","family":"Stravato Emes","sequence":"first","affiliation":[{"name":"Wee Kim Wee Schoool of Communication, Nanyang Technology University, Singapore, 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